Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 4410 |
| Missing cells | 119 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 256.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Boolean | 2 |
| Categorical | 16 |
EmployeeCount has constant value "" | Constant |
Over18 has constant value "" | Constant |
StandardHours has constant value "" | Constant |
Age is highly overall correlated with TotalWorkingYears | High correlation |
Department is highly overall correlated with EducationField | High correlation |
EducationField is highly overall correlated with Department | High correlation |
EmployeeID is highly overall correlated with EnvironmentSatisfaction and 9 other fields | High correlation |
EnvironmentSatisfaction is highly overall correlated with EmployeeID | High correlation |
Gender is highly overall correlated with EmployeeID | High correlation |
JobInvolvement is highly overall correlated with EmployeeID | High correlation |
JobLevel is highly overall correlated with EmployeeID | High correlation |
JobRole is highly overall correlated with EmployeeID | High correlation |
JobSatisfaction is highly overall correlated with EmployeeID | High correlation |
MaritalStatus is highly overall correlated with EmployeeID | High correlation |
MeanWorkingTime is highly overall correlated with MedianWorkingTime | High correlation |
MedianWorkingTime is highly overall correlated with MeanWorkingTime | High correlation |
PerformanceRating is highly overall correlated with EmployeeID | High correlation |
StockOptionLevel is highly overall correlated with EmployeeID | High correlation |
TotalWorkingYears is highly overall correlated with Age and 1 other fields | High correlation |
WorkLifeBalance is highly overall correlated with EmployeeID | High correlation |
YearsAtCompany is highly overall correlated with TotalWorkingYears and 2 other fields | High correlation |
YearsSinceLastPromotion is highly overall correlated with YearsAtCompany | High correlation |
YearsWithCurrManager is highly overall correlated with YearsAtCompany | High correlation |
EmployeeID is uniformly distributed | Uniform |
EmployeeID has unique values | Unique |
NumCompaniesWorked has 586 (13.3%) zeros | Zeros |
TrainingTimesLastYear has 162 (3.7%) zeros | Zeros |
YearsAtCompany has 132 (3.0%) zeros | Zeros |
YearsSinceLastPromotion has 1743 (39.5%) zeros | Zeros |
YearsWithCurrManager has 789 (17.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-30 09:58:06.026156 |
|---|---|
| Analysis finished | 2024-01-30 09:58:39.575798 |
| Duration | 33.55 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 43 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.92381 |
| Minimum | 18 |
|---|---|
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.1333013 |
|---|---|
| Coefficient of variation (CV) | 0.24735533 |
| Kurtosis | -0.40595054 |
| Mean | 36.92381 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.41300495 |
| Sum | 162834 |
| Variance | 83.417192 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 35 | 234 | 5.3% |
| 34 | 231 | 5.2% |
| 31 | 207 | 4.7% |
| 36 | 207 | 4.7% |
| 29 | 204 | 4.6% |
| 32 | 183 | 4.1% |
| 30 | 180 | 4.1% |
| 38 | 174 | 3.9% |
| 33 | 174 | 3.9% |
| 40 | 171 | 3.9% |
| Other values (33) | 2445 |
| Value | Count | Frequency (%) |
| 18 | 24 | 0.5% |
| 19 | 27 | 0.6% |
| 20 | 33 | 0.7% |
| 21 | 39 | 0.9% |
| 22 | 48 | 1.1% |
| 23 | 42 | 1.0% |
| 24 | 78 | |
| 25 | 78 | |
| 26 | 117 | |
| 27 | 144 |
| Value | Count | Frequency (%) |
| 60 | 15 | 0.3% |
| 59 | 30 | |
| 58 | 42 | |
| 57 | 12 | 0.3% |
| 56 | 42 | |
| 55 | 66 | |
| 54 | 54 | |
| 53 | 57 | |
| 52 | 54 | |
| 51 | 57 |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3699 | |
| True | 711 | 16.1% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.447619 |
| Min length | 10 |
Characters and Unicode
| Total characters | 59304 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Frequently |
| 3rd row | Travel_Frequently |
| 4th row | Non-Travel |
| 5th row | Travel_Rarely |
Common Values
| Value | Count | Frequency (%) |
| Travel_Rarely | 3129 | |
| Travel_Frequently | 831 | 18.8% |
| Non-Travel | 450 | 10.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| travel_rarely | 3129 | |
| travel_frequently | 831 | 18.8% |
| non-travel | 450 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9201 | |
| r | 8370 | |
| l | 8370 | |
| a | 7539 | |
| T | 4410 | |
| v | 4410 | |
| y | 3960 | |
| _ | 3960 | |
| R | 3129 | 5.3% |
| n | 1281 | 2.2% |
| Other values (7) | 4674 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 46074 | |
| Uppercase Letter | 8820 | 14.9% |
| Connector Punctuation | 3960 | 6.7% |
| Dash Punctuation | 450 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9201 | |
| r | 8370 | |
| l | 8370 | |
| a | 7539 | |
| v | 4410 | |
| y | 3960 | |
| n | 1281 | 2.8% |
| q | 831 | 1.8% |
| u | 831 | 1.8% |
| t | 831 | 1.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 4410 | |
| R | 3129 | |
| F | 831 | 9.4% |
| N | 450 | 5.1% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 3960 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 450 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 54894 | |
| Common | 4410 | 7.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9201 | |
| r | 8370 | |
| l | 8370 | |
| a | 7539 | |
| T | 4410 | |
| v | 4410 | |
| y | 3960 | |
| R | 3129 | 5.7% |
| n | 1281 | 2.3% |
| F | 831 | 1.5% |
| Other values (5) | 3393 | 6.2% |
Common
| Value | Count | Frequency (%) |
| _ | 3960 | |
| - | 450 | 10.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 59304 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9201 | |
| r | 8370 | |
| l | 8370 | |
| a | 7539 | |
| T | 4410 | |
| v | 4410 | |
| y | 3960 | |
| _ | 3960 | |
| R | 3129 | 5.3% |
| n | 1281 | 2.2% |
| Other values (7) | 4674 |
Department
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 189 |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.542177 |
| Min length | 5 |
Characters and Unicode
| Total characters | 72951 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sales |
|---|---|
| 2nd row | Research & Development |
| 3rd row | Research & Development |
| 4th row | Research & Development |
| 5th row | Research & Development |
Common Values
| Value | Count | Frequency (%) |
| Research & Development | 2883 | |
| Sales | 1338 | |
| Human Resources | 189 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| research | 2883 | |
| 2883 | ||
| development | 2883 | |
| sales | 1338 | |
| human | 189 | 1.8% |
| resources | 189 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 16131 | |
| 5955 | 8.2% | |
| s | 4599 | 6.3% |
| a | 4410 | 6.0% |
| l | 4221 | 5.8% |
| R | 3072 | 4.2% |
| r | 3072 | 4.2% |
| c | 3072 | 4.2% |
| n | 3072 | 4.2% |
| m | 3072 | 4.2% |
| Other values (10) | 22275 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 56631 | |
| Uppercase Letter | 7482 | 10.3% |
| Space Separator | 5955 | 8.2% |
| Other Punctuation | 2883 | 4.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 16131 | |
| s | 4599 | 8.1% |
| a | 4410 | 7.8% |
| l | 4221 | 7.5% |
| r | 3072 | 5.4% |
| c | 3072 | 5.4% |
| n | 3072 | 5.4% |
| m | 3072 | 5.4% |
| o | 3072 | 5.4% |
| p | 2883 | 5.1% |
| Other values (4) | 9027 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 3072 | |
| D | 2883 | |
| S | 1338 | |
| H | 189 | 2.5% |
Space Separator
| Value | Count | Frequency (%) |
| 5955 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 2883 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 64113 | |
| Common | 8838 | 12.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 16131 | |
| s | 4599 | 7.2% |
| a | 4410 | 6.9% |
| l | 4221 | 6.6% |
| R | 3072 | 4.8% |
| r | 3072 | 4.8% |
| c | 3072 | 4.8% |
| n | 3072 | 4.8% |
| m | 3072 | 4.8% |
| o | 3072 | 4.8% |
| Other values (8) | 16320 |
Common
| Value | Count | Frequency (%) |
| 5955 | ||
| & | 2883 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 72951 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 16131 | |
| 5955 | 8.2% | |
| s | 4599 | 6.3% |
| a | 4410 | 6.0% |
| l | 4221 | 5.8% |
| R | 3072 | 4.2% |
| r | 3072 | 4.2% |
| c | 3072 | 4.2% |
| n | 3072 | 4.2% |
| m | 3072 | 4.2% |
| Other values (10) | 22275 |
DistanceFromHome
Real number (ℝ)
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.192517 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 7 |
| Q3 | 14 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.1050255 |
|---|---|
| Coefficient of variation (CV) | 0.88169818 |
| Kurtosis | -0.22704535 |
| Mean | 9.192517 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.95746575 |
| Sum | 40539 |
| Variance | 65.691439 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 633 | |
| 1 | 624 | |
| 10 | 258 | 5.9% |
| 9 | 255 | 5.8% |
| 3 | 252 | 5.7% |
| 7 | 252 | 5.7% |
| 8 | 240 | 5.4% |
| 5 | 195 | 4.4% |
| 4 | 192 | 4.4% |
| 6 | 177 | 4.0% |
| Other values (19) | 1332 |
| Value | Count | Frequency (%) |
| 1 | 624 | |
| 2 | 633 | |
| 3 | 252 | 5.7% |
| 4 | 192 | 4.4% |
| 5 | 195 | 4.4% |
| 6 | 177 | 4.0% |
| 7 | 252 | 5.7% |
| 8 | 240 | 5.4% |
| 9 | 255 | |
| 10 | 258 |
| Value | Count | Frequency (%) |
| 29 | 81 | |
| 28 | 69 | |
| 27 | 36 | |
| 26 | 75 | |
| 25 | 75 | |
| 24 | 84 | |
| 23 | 81 | |
| 22 | 57 | |
| 21 | 54 | |
| 20 | 75 |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Bachelor | |
|---|---|
| Master | |
| College | |
| Below College | |
| Doctor | 144 |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 7.7795918 |
| Min length | 6 |
Characters and Unicode
| Total characters | 34308 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | College |
|---|---|
| 2nd row | Below College |
| 3rd row | Master |
| 4th row | Doctor |
| 5th row | Below College |
Common Values
| Value | Count | Frequency (%) |
| Bachelor | 1716 | |
| Master | 1194 | |
| College | 846 | |
| Below College | 510 | 11.6% |
| Doctor | 144 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| bachelor | 1716 | |
| college | 1356 | |
| master | 1194 | |
| below | 510 | 10.4% |
| doctor | 144 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6132 | |
| l | 4938 | |
| o | 3870 | |
| r | 3054 | |
| a | 2910 | |
| B | 2226 | 6.5% |
| c | 1860 | 5.4% |
| h | 1716 | 5.0% |
| C | 1356 | 4.0% |
| g | 1356 | 4.0% |
| Other values (6) | 4890 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 28878 | |
| Uppercase Letter | 4920 | 14.3% |
| Space Separator | 510 | 1.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6132 | |
| l | 4938 | |
| o | 3870 | |
| r | 3054 | |
| a | 2910 | |
| c | 1860 | 6.4% |
| h | 1716 | 5.9% |
| g | 1356 | 4.7% |
| t | 1338 | 4.6% |
| s | 1194 | 4.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 2226 | |
| C | 1356 | |
| M | 1194 | |
| D | 144 | 2.9% |
Space Separator
| Value | Count | Frequency (%) |
| 510 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 33798 | |
| Common | 510 | 1.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6132 | |
| l | 4938 | |
| o | 3870 | |
| r | 3054 | |
| a | 2910 | |
| B | 2226 | 6.6% |
| c | 1860 | 5.5% |
| h | 1716 | 5.1% |
| C | 1356 | 4.0% |
| g | 1356 | 4.0% |
| Other values (5) | 4380 |
Common
| Value | Count | Frequency (%) |
| 510 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 34308 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6132 | |
| l | 4938 | |
| o | 3870 | |
| r | 3054 | |
| a | 2910 | |
| B | 2226 | 6.5% |
| c | 1860 | 5.4% |
| h | 1716 | 5.0% |
| C | 1356 | 4.0% |
| g | 1356 | 4.0% |
| Other values (6) | 4890 |
EducationField
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
Length
| Max length | 16 |
|---|---|
| Median length | 15 |
| Mean length | 10.533333 |
| Min length | 5 |
Characters and Unicode
| Total characters | 46452 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Life Sciences |
|---|---|
| 2nd row | Life Sciences |
| 3rd row | Other |
| 4th row | Life Sciences |
| 5th row | Medical |
Common Values
| Value | Count | Frequency (%) |
| Life Sciences | 1818 | |
| Medical | 1392 | |
| Marketing | 477 | 10.8% |
| Technical Degree | 396 | 9.0% |
| Other | 246 | 5.6% |
| Human Resources | 81 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| life | 1818 | |
| sciences | 1818 | |
| medical | 1392 | |
| marketing | 477 | 7.1% |
| technical | 396 | 5.9% |
| degree | 396 | 5.9% |
| other | 246 | 3.7% |
| human | 81 | 1.2% |
| resources | 81 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9315 | |
| i | 5901 | |
| c | 5901 | |
| n | 2772 | 6.0% |
| a | 2346 | 5.1% |
| 2295 | 4.9% | |
| s | 1980 | 4.3% |
| M | 1869 | 4.0% |
| L | 1818 | 3.9% |
| f | 1818 | 3.9% |
| Other values (16) | 10437 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 37452 | |
| Uppercase Letter | 6705 | 14.4% |
| Space Separator | 2295 | 4.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9315 | |
| i | 5901 | |
| c | 5901 | |
| n | 2772 | 7.4% |
| a | 2346 | 6.3% |
| s | 1980 | 5.3% |
| f | 1818 | 4.9% |
| l | 1788 | 4.8% |
| d | 1392 | 3.7% |
| r | 1200 | 3.2% |
| Other values (7) | 3039 | 8.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 1869 | |
| L | 1818 | |
| S | 1818 | |
| T | 396 | 5.9% |
| D | 396 | 5.9% |
| O | 246 | 3.7% |
| H | 81 | 1.2% |
| R | 81 | 1.2% |
Space Separator
| Value | Count | Frequency (%) |
| 2295 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44157 | |
| Common | 2295 | 4.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9315 | |
| i | 5901 | |
| c | 5901 | |
| n | 2772 | 6.3% |
| a | 2346 | 5.3% |
| s | 1980 | 4.5% |
| M | 1869 | 4.2% |
| L | 1818 | 4.1% |
| f | 1818 | 4.1% |
| S | 1818 | 4.1% |
| Other values (15) | 8619 |
Common
| Value | Count | Frequency (%) |
| 2295 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 46452 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9315 | |
| i | 5901 | |
| c | 5901 | |
| n | 2772 | 6.0% |
| a | 2346 | 5.1% |
| 2295 | 4.9% | |
| s | 1980 | 4.3% |
| M | 1869 | 4.0% |
| L | 1818 | 3.9% |
| f | 1818 | 3.9% |
| Other values (16) | 10437 |
EmployeeCount
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 1 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4410 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4410 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4410 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4410 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 4410 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 4410 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 4410 |
EmployeeID
Real number (ℝ)
HIGH CORRELATION UNIFORM UNIQUE
| Distinct | 4410 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2205.5 |
| Minimum | 1 |
|---|---|
| Maximum | 4410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 221.45 |
| Q1 | 1103.25 |
| median | 2205.5 |
| Q3 | 3307.75 |
| 95-th percentile | 4189.55 |
| Maximum | 4410 |
| Range | 4409 |
| Interquartile range (IQR) | 2204.5 |
Descriptive statistics
| Standard deviation | 1273.2017 |
|---|---|
| Coefficient of variation (CV) | 0.57728482 |
| Kurtosis | -1.2 |
| Mean | 2205.5 |
| Median Absolute Deviation (MAD) | 1102.5 |
| Skewness | 0 |
| Sum | 9726255 |
| Variance | 1621042.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2938 | 1 | < 0.1% |
| 2944 | 1 | < 0.1% |
| 2943 | 1 | < 0.1% |
| 2942 | 1 | < 0.1% |
| 2941 | 1 | < 0.1% |
| 2940 | 1 | < 0.1% |
| 2939 | 1 | < 0.1% |
| 2937 | 1 | < 0.1% |
| 2963 | 1 | < 0.1% |
| Other values (4400) | 4400 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 4410 | 1 | |
| 4409 | 1 | |
| 4408 | 1 | |
| 4407 | 1 | |
| 4406 | 1 | |
| 4405 | 1 | |
| 4404 | 1 | |
| 4403 | 1 | |
| 4402 | 1 | |
| 4401 | 1 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8 |
| Min length | 4 |
Characters and Unicode
| Total characters | 21168 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 2646 | |
| Female | 1764 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2646 | |
| female | 1764 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6174 | |
| a | 4410 | |
| l | 4410 | |
| M | 2646 | |
| F | 1764 | 8.3% |
| m | 1764 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16758 | |
| Uppercase Letter | 4410 | 20.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6174 | |
| a | 4410 | |
| l | 4410 | |
| m | 1764 | 10.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2646 | |
| F | 1764 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21168 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6174 | |
| a | 4410 | |
| l | 4410 | |
| M | 2646 | |
| F | 1764 | 8.3% |
| m | 1764 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21168 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6174 | |
| a | 4410 | |
| l | 4410 | |
| M | 2646 | |
| F | 1764 | 8.3% |
| m | 1764 | 8.3% |
JobLevel
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4410 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1629 | |
| 2 | 1602 | |
| 3 | 654 | |
| 4 | 318 | 7.2% |
| 5 | 207 | 4.7% |
JobRole
Categorical
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
Length
| Max length | 25 |
|---|---|
| Median length | 21 |
| Mean length | 18.070748 |
| Min length | 7 |
Characters and Unicode
| Total characters | 79692 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Healthcare Representative |
|---|---|
| 2nd row | Research Scientist |
| 3rd row | Sales Executive |
| 4th row | Human Resources |
| 5th row | Sales Executive |
Common Values
| Value | Count | Frequency (%) |
| Sales Executive | 978 | |
| Research Scientist | 876 | |
| Laboratory Technician | 777 | |
| Manufacturing Director | 435 | |
| Healthcare Representative | 393 | |
| Manager | 306 | 6.9% |
| Sales Representative | 249 | 5.6% |
| Research Director | 240 | 5.4% |
| Human Resources | 156 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sales | 1227 | |
| research | 1116 | |
| executive | 978 | |
| scientist | 876 | |
| laboratory | 777 | |
| technician | 777 | |
| director | 675 | |
| representative | 642 | |
| manufacturing | 435 | 5.1% |
| healthcare | 393 | 4.6% |
| Other values (3) | 618 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11715 | |
| a | 7740 | 9.7% |
| t | 6294 | 7.9% |
| c | 6183 | 7.8% |
| i | 6036 | 7.6% |
| r | 5952 | 7.5% |
| n | 4404 | 5.5% |
| s | 4173 | 5.2% |
| 4104 | 5.1% | |
| o | 2385 | 3.0% |
| Other values (19) | 20706 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 67074 | |
| Uppercase Letter | 8514 | 10.7% |
| Space Separator | 4104 | 5.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11715 | |
| a | 7740 | |
| t | 6294 | |
| c | 6183 | |
| i | 6036 | |
| r | 5952 | |
| n | 4404 | 6.6% |
| s | 4173 | 6.2% |
| o | 2385 | 3.6% |
| h | 2286 | 3.4% |
| Other values (10) | 9906 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 2103 | |
| R | 1914 | |
| E | 978 | |
| L | 777 | 9.1% |
| T | 777 | 9.1% |
| M | 741 | 8.7% |
| D | 675 | 7.9% |
| H | 549 | 6.4% |
Space Separator
| Value | Count | Frequency (%) |
| 4104 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 75588 | |
| Common | 4104 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11715 | |
| a | 7740 | |
| t | 6294 | 8.3% |
| c | 6183 | 8.2% |
| i | 6036 | 8.0% |
| r | 5952 | 7.9% |
| n | 4404 | 5.8% |
| s | 4173 | 5.5% |
| o | 2385 | 3.2% |
| h | 2286 | 3.0% |
| Other values (18) | 18420 |
Common
| Value | Count | Frequency (%) |
| 4104 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 79692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11715 | |
| a | 7740 | 9.7% |
| t | 6294 | 7.9% |
| c | 6183 | 7.8% |
| i | 6036 | 7.6% |
| r | 5952 | 7.5% |
| n | 4404 | 5.5% |
| s | 4173 | 5.2% |
| 4104 | 5.1% | |
| o | 2385 | 3.0% |
| Other values (19) | 20706 |
MaritalStatus
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9027211 |
| Min length | 6 |
Characters and Unicode
| Total characters | 30441 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Married | 2019 | |
| Single | 1410 | |
| Divorced | 981 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 2019 | |
| single | 1410 | |
| divorced | 981 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 5019 | |
| i | 4410 | |
| e | 4410 | |
| d | 3000 | |
| M | 2019 | |
| a | 2019 | |
| S | 1410 | 4.6% |
| n | 1410 | 4.6% |
| g | 1410 | 4.6% |
| l | 1410 | 4.6% |
| Other values (4) | 3924 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 26031 | |
| Uppercase Letter | 4410 | 14.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 5019 | |
| i | 4410 | |
| e | 4410 | |
| d | 3000 | |
| a | 2019 | |
| n | 1410 | 5.4% |
| g | 1410 | 5.4% |
| l | 1410 | 5.4% |
| v | 981 | 3.8% |
| o | 981 | 3.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2019 | |
| S | 1410 | |
| D | 981 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 30441 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 5019 | |
| i | 4410 | |
| e | 4410 | |
| d | 3000 | |
| M | 2019 | |
| a | 2019 | |
| S | 1410 | 4.6% |
| n | 1410 | 4.6% |
| g | 1410 | 4.6% |
| l | 1410 | 4.6% |
| Other values (4) | 3924 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 30441 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 5019 | |
| i | 4410 | |
| e | 4410 | |
| d | 3000 | |
| M | 2019 | |
| a | 2019 | |
| S | 1410 | 4.6% |
| n | 1410 | 4.6% |
| g | 1410 | 4.6% |
| l | 1410 | 4.6% |
| Other values (4) | 3924 |
MonthlyIncome
Real number (ℝ)
| Distinct | 1349 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65029.313 |
| Minimum | 10090 |
|---|---|
| Maximum | 199990 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 10090 |
|---|---|
| 5-th percentile | 20970 |
| Q1 | 29110 |
| median | 49190 |
| Q3 | 83800 |
| 95-th percentile | 178560 |
| Maximum | 199990 |
| Range | 189900 |
| Interquartile range (IQR) | 54690 |
Descriptive statistics
| Standard deviation | 47068.889 |
|---|---|
| Coefficient of variation (CV) | 0.72381033 |
| Kurtosis | 1.0002319 |
| Mean | 65029.313 |
| Median Absolute Deviation (MAD) | 21990 |
| Skewness | 1.3688842 |
| Sum | 2.8677927 × 108 |
| Variance | 2.2154803 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 23420 | 12 | 0.3% |
| 61420 | 9 | 0.2% |
| 27410 | 9 | 0.2% |
| 26100 | 9 | 0.2% |
| 23800 | 9 | 0.2% |
| 55620 | 9 | 0.2% |
| 25590 | 9 | 0.2% |
| 24040 | 9 | 0.2% |
| 63470 | 9 | 0.2% |
| 34520 | 9 | 0.2% |
| Other values (1339) | 4317 |
| Value | Count | Frequency (%) |
| 10090 | 3 | |
| 10510 | 3 | |
| 10520 | 3 | |
| 10810 | 3 | |
| 10910 | 3 | |
| 11020 | 3 | |
| 11180 | 3 | |
| 11290 | 3 | |
| 12000 | 3 | |
| 12230 | 3 |
| Value | Count | Frequency (%) |
| 199990 | 3 | |
| 199730 | 3 | |
| 199430 | 3 | |
| 199260 | 3 | |
| 198590 | 3 | |
| 198470 | 3 | |
| 198450 | 3 | |
| 198330 | 3 | |
| 197400 | 3 | |
| 197170 | 3 |
NumCompaniesWorked
Real number (ℝ)
ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 19 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6948303 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 586 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4988869 |
|---|---|
| Coefficient of variation (CV) | 0.92728913 |
| Kurtosis | 0.0072874809 |
| Mean | 2.6948303 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0267667 |
| Sum | 11833 |
| Variance | 6.2444357 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1 | 1558 | |
| 0 | 586 | 13.3% |
| 3 | 474 | 10.7% |
| 2 | 438 | 9.9% |
| 4 | 415 | 9.4% |
| 7 | 222 | 5.0% |
| 6 | 208 | 4.7% |
| 5 | 187 | 4.2% |
| 9 | 156 | 3.5% |
| 8 | 147 | 3.3% |
| (Missing) | 19 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 586 | 13.3% |
| 1 | 1558 | |
| 2 | 438 | 9.9% |
| 3 | 474 | 10.7% |
| 4 | 415 | 9.4% |
| 5 | 187 | 4.2% |
| 6 | 208 | 4.7% |
| 7 | 222 | 5.0% |
| 8 | 147 | 3.3% |
| 9 | 156 | 3.5% |
| Value | Count | Frequency (%) |
| 9 | 156 | 3.5% |
| 8 | 147 | 3.3% |
| 7 | 222 | 5.0% |
| 6 | 208 | 4.7% |
| 5 | 187 | 4.2% |
| 4 | 415 | 9.4% |
| 3 | 474 | 10.7% |
| 2 | 438 | 9.9% |
| 1 | 1558 | |
| 0 | 586 | 13.3% |
Over18
Boolean
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.4 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 4410 |
PercentSalaryHike
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.209524 |
| Minimum | 11 |
|---|---|
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.6591075 |
|---|---|
| Coefficient of variation (CV) | 0.24058002 |
| Kurtosis | -0.30263839 |
| Mean | 15.209524 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.82056898 |
| Sum | 67074 |
| Variance | 13.389068 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 11 | 630 | |
| 13 | 627 | |
| 14 | 603 | |
| 12 | 594 | |
| 15 | 303 | |
| 18 | 267 | |
| 17 | 246 | 5.6% |
| 16 | 234 | 5.3% |
| 19 | 228 | 5.2% |
| 22 | 168 | 3.8% |
| Other values (5) | 510 |
| Value | Count | Frequency (%) |
| 11 | 630 | |
| 12 | 594 | |
| 13 | 627 | |
| 14 | 603 | |
| 15 | 303 | |
| 16 | 234 | 5.3% |
| 17 | 246 | 5.6% |
| 18 | 267 | |
| 19 | 228 | 5.2% |
| 20 | 165 | 3.7% |
| Value | Count | Frequency (%) |
| 25 | 54 | 1.2% |
| 24 | 63 | 1.4% |
| 23 | 84 | 1.9% |
| 22 | 168 | |
| 21 | 144 | |
| 20 | 165 | |
| 19 | 228 | |
| 18 | 267 | |
| 17 | 246 | |
| 16 | 234 |
StandardHours
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 8 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 8 |
|---|---|
| 2nd row | 8 |
| 3rd row | 8 |
| 4th row | 8 |
| 5th row | 8 |
Common Values
| Value | Count | Frequency (%) |
| 8 | 4410 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 8 | 4410 |
Most occurring characters
| Value | Count | Frequency (%) |
| 8 | 4410 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4410 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 8 | 4410 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 8 | 4410 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 8 | 4410 |
StockOptionLevel
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 34.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4410 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4410 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4410 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4410 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1893 | |
| 1 | 1788 | |
| 2 | 474 | 10.7% |
| 3 | 255 | 5.8% |
TotalWorkingYears
Real number (ℝ)
HIGH CORRELATION
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 9 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.279936 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 33 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.7822221 |
|---|---|
| Coefficient of variation (CV) | 0.6899172 |
| Kurtosis | 0.912936 |
| Mean | 11.279936 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1168318 |
| Sum | 49643 |
| Variance | 60.562981 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 10 | 605 | 13.7% |
| 6 | 375 | 8.5% |
| 8 | 307 | 7.0% |
| 9 | 287 | 6.5% |
| 5 | 264 | 6.0% |
| 7 | 243 | 5.5% |
| 1 | 242 | 5.5% |
| 4 | 189 | 4.3% |
| 12 | 144 | 3.3% |
| 3 | 126 | 2.9% |
| Other values (30) | 1619 |
| Value | Count | Frequency (%) |
| 0 | 33 | 0.7% |
| 1 | 242 | |
| 2 | 93 | 2.1% |
| 3 | 126 | 2.9% |
| 4 | 189 | |
| 5 | 264 | |
| 6 | 375 | |
| 7 | 243 | |
| 8 | 307 | |
| 9 | 287 |
| Value | Count | Frequency (%) |
| 40 | 6 | 0.1% |
| 38 | 3 | 0.1% |
| 37 | 12 | |
| 36 | 18 | |
| 35 | 9 | 0.2% |
| 34 | 15 | |
| 33 | 21 | |
| 32 | 27 | |
| 31 | 27 | |
| 30 | 21 |
TrainingTimesLastYear
Real number (ℝ)
ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7993197 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 162 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2889782 |
|---|---|
| Coefficient of variation (CV) | 0.46046122 |
| Kurtosis | 0.491149 |
| Mean | 2.7993197 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.55274763 |
| Sum | 12345 |
| Variance | 1.6614647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 1641 | |
| 3 | 1473 | |
| 4 | 369 | 8.4% |
| 5 | 357 | 8.1% |
| 1 | 213 | 4.8% |
| 6 | 195 | 4.4% |
| 0 | 162 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 162 | 3.7% |
| 1 | 213 | 4.8% |
| 2 | 1641 | |
| 3 | 1473 | |
| 4 | 369 | 8.4% |
| 5 | 357 | 8.1% |
| 6 | 195 | 4.4% |
| Value | Count | Frequency (%) |
| 6 | 195 | 4.4% |
| 5 | 357 | 8.1% |
| 4 | 369 | 8.4% |
| 3 | 1473 | |
| 2 | 1641 | |
| 1 | 213 | 4.8% |
| 0 | 162 | 3.7% |
YearsAtCompany
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.0081633 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 132 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 9 |
| 95-th percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.1251354 |
|---|---|
| Coefficient of variation (CV) | 0.87400011 |
| Kurtosis | 3.9238642 |
| Mean | 7.0081633 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.7633282 |
| Sum | 30906 |
| Variance | 37.517284 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 5 | 588 | |
| 1 | 513 | |
| 3 | 384 | |
| 2 | 381 | |
| 10 | 360 | |
| 4 | 330 | 7.5% |
| 7 | 270 | 6.1% |
| 9 | 246 | 5.6% |
| 8 | 240 | 5.4% |
| 6 | 228 | 5.2% |
| Other values (27) | 870 |
| Value | Count | Frequency (%) |
| 0 | 132 | 3.0% |
| 1 | 513 | |
| 2 | 381 | |
| 3 | 384 | |
| 4 | 330 | |
| 5 | 588 | |
| 6 | 228 | 5.2% |
| 7 | 270 | |
| 8 | 240 | |
| 9 | 246 |
| Value | Count | Frequency (%) |
| 40 | 3 | 0.1% |
| 37 | 3 | 0.1% |
| 36 | 6 | 0.1% |
| 34 | 3 | 0.1% |
| 33 | 15 | |
| 32 | 9 | |
| 31 | 9 | |
| 30 | 3 | 0.1% |
| 29 | 6 | 0.1% |
| 27 | 6 | 0.1% |
YearsSinceLastPromotion
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1877551 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 1743 |
| Zeros (%) | 39.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2216993 |
|---|---|
| Coefficient of variation (CV) | 1.4726051 |
| Kurtosis | 3.6017605 |
| Mean | 2.1877551 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9829392 |
| Sum | 9648 |
| Variance | 10.379347 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 1743 | |
| 1 | 1071 | |
| 2 | 477 | 10.8% |
| 7 | 228 | 5.2% |
| 4 | 183 | 4.1% |
| 3 | 156 | 3.5% |
| 5 | 135 | 3.1% |
| 6 | 96 | 2.2% |
| 11 | 72 | 1.6% |
| 8 | 54 | 1.2% |
| Other values (6) | 195 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 1743 | |
| 1 | 1071 | |
| 2 | 477 | 10.8% |
| 3 | 156 | 3.5% |
| 4 | 183 | 4.1% |
| 5 | 135 | 3.1% |
| 6 | 96 | 2.2% |
| 7 | 228 | 5.2% |
| 8 | 54 | 1.2% |
| 9 | 51 | 1.2% |
| Value | Count | Frequency (%) |
| 15 | 39 | 0.9% |
| 14 | 27 | 0.6% |
| 13 | 30 | 0.7% |
| 12 | 30 | 0.7% |
| 11 | 72 | 1.6% |
| 10 | 18 | 0.4% |
| 9 | 51 | 1.2% |
| 8 | 54 | 1.2% |
| 7 | 228 | |
| 6 | 96 |
YearsWithCurrManager
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1231293 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 789 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.5673267 |
|---|---|
| Coefficient of variation (CV) | 0.86519886 |
| Kurtosis | 0.16794854 |
| Mean | 4.1231293 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.83288361 |
| Sum | 18183 |
| Variance | 12.72582 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 2 | 1032 | |
| 0 | 789 | |
| 7 | 648 | |
| 3 | 426 | |
| 8 | 321 | 7.3% |
| 4 | 294 | 6.7% |
| 1 | 228 | 5.2% |
| 9 | 192 | 4.4% |
| 5 | 93 | 2.1% |
| 6 | 87 | 2.0% |
| Other values (8) | 300 | 6.8% |
| Value | Count | Frequency (%) |
| 0 | 789 | |
| 1 | 228 | 5.2% |
| 2 | 1032 | |
| 3 | 426 | |
| 4 | 294 | 6.7% |
| 5 | 93 | 2.1% |
| 6 | 87 | 2.0% |
| 7 | 648 | |
| 8 | 321 | 7.3% |
| 9 | 192 | 4.4% |
| Value | Count | Frequency (%) |
| 17 | 21 | 0.5% |
| 16 | 6 | 0.1% |
| 15 | 15 | 0.3% |
| 14 | 15 | 0.3% |
| 13 | 42 | 1.0% |
| 12 | 54 | 1.2% |
| 11 | 66 | 1.5% |
| 10 | 81 | 1.8% |
| 9 | 192 | |
| 8 | 321 |
JobInvolvement
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 34.6 KiB |
| High | |
|---|---|
| Medium | |
| Very High | |
| Low | 249 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.9437514 |
| Min length | 3 |
Characters and Unicode
| Total characters | 21797 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | High |
| 3rd row | Medium |
| 4th row | High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| High | 2603 | |
| Medium | 1125 | |
| Very High | 432 | 9.8% |
| Low | 249 | 5.6% |
| (Missing) | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 3035 | |
| medium | 1125 | 23.2% |
| very | 432 | 8.9% |
| low | 249 | 5.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 4160 | |
| H | 3035 | |
| g | 3035 | |
| h | 3035 | |
| e | 1557 | 7.1% |
| M | 1125 | 5.2% |
| d | 1125 | 5.2% |
| u | 1125 | 5.2% |
| m | 1125 | 5.2% |
| V | 432 | 2.0% |
| Other values (6) | 2043 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 16524 | |
| Uppercase Letter | 4841 | 22.2% |
| Space Separator | 432 | 2.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 4160 | |
| g | 3035 | |
| h | 3035 | |
| e | 1557 | 9.4% |
| d | 1125 | 6.8% |
| u | 1125 | 6.8% |
| m | 1125 | 6.8% |
| r | 432 | 2.6% |
| y | 432 | 2.6% |
| o | 249 | 1.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 3035 | |
| M | 1125 | 23.2% |
| V | 432 | 8.9% |
| L | 249 | 5.1% |
Space Separator
| Value | Count | Frequency (%) |
| 432 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21365 | |
| Common | 432 | 2.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 4160 | |
| H | 3035 | |
| g | 3035 | |
| h | 3035 | |
| e | 1557 | 7.3% |
| M | 1125 | 5.3% |
| d | 1125 | 5.3% |
| u | 1125 | 5.3% |
| m | 1125 | 5.3% |
| V | 432 | 2.0% |
| Other values (5) | 1611 | 7.5% |
Common
| Value | Count | Frequency (%) |
| 432 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21797 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 4160 | |
| H | 3035 | |
| g | 3035 | |
| h | 3035 | |
| e | 1557 | 7.1% |
| M | 1125 | 5.2% |
| d | 1125 | 5.2% |
| u | 1125 | 5.2% |
| m | 1125 | 5.2% |
| V | 432 | 2.0% |
| Other values (6) | 2043 |
PerformanceRating
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 34.6 KiB |
| High | |
|---|---|
| Very High |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.7688818 |
| Min length | 4 |
Characters and Unicode
| Total characters | 21026 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Very High |
|---|---|
| 2nd row | High |
| 3rd row | High |
| 4th row | High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| High | 3731 | |
| Very High | 678 | 15.4% |
| (Missing) | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 4409 | |
| very | 678 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 4409 | |
| i | 4409 | |
| g | 4409 | |
| h | 4409 | |
| V | 678 | 3.2% |
| e | 678 | 3.2% |
| r | 678 | 3.2% |
| y | 678 | 3.2% |
| 678 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15261 | |
| Uppercase Letter | 5087 | 24.2% |
| Space Separator | 678 | 3.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 4409 | |
| g | 4409 | |
| h | 4409 | |
| e | 678 | 4.4% |
| r | 678 | 4.4% |
| y | 678 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 4409 | |
| V | 678 | 13.3% |
Space Separator
| Value | Count | Frequency (%) |
| 678 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 20348 | |
| Common | 678 | 3.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 4409 | |
| i | 4409 | |
| g | 4409 | |
| h | 4409 | |
| V | 678 | 3.3% |
| e | 678 | 3.3% |
| r | 678 | 3.3% |
| y | 678 | 3.3% |
Common
| Value | Count | Frequency (%) |
| 678 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21026 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 4409 | |
| i | 4409 | |
| g | 4409 | |
| h | 4409 | |
| V | 678 | 3.2% |
| e | 678 | 3.2% |
| r | 678 | 3.2% |
| y | 678 | 3.2% |
| 678 | 3.2% |
EnvironmentSatisfaction
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 26 |
| Missing (%) | 0.6% |
| Memory size | 34.6 KiB |
| High | |
|---|---|
| Very High | |
| Medium | |
| Low |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.7192062 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25073 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High |
|---|---|
| 2nd row | Medium |
| 3rd row | Very High |
| 4th row | Very High |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| High | 1349 | |
| Very High | 1334 | |
| Medium | 856 | |
| Low | 845 | |
| (Missing) | 26 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 2683 | |
| very | 1334 | |
| medium | 856 | 15.0% |
| low | 845 | 14.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3539 | |
| H | 2683 | |
| g | 2683 | |
| h | 2683 | |
| e | 2190 | |
| V | 1334 | 5.3% |
| r | 1334 | 5.3% |
| y | 1334 | 5.3% |
| 1334 | 5.3% | |
| M | 856 | 3.4% |
| Other values (6) | 5103 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18021 | |
| Uppercase Letter | 5718 | 22.8% |
| Space Separator | 1334 | 5.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 3539 | |
| g | 2683 | |
| h | 2683 | |
| e | 2190 | |
| r | 1334 | 7.4% |
| y | 1334 | 7.4% |
| d | 856 | 4.8% |
| u | 856 | 4.8% |
| m | 856 | 4.8% |
| o | 845 | 4.7% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 2683 | |
| V | 1334 | |
| M | 856 | 15.0% |
| L | 845 | 14.8% |
Space Separator
| Value | Count | Frequency (%) |
| 1334 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23739 | |
| Common | 1334 | 5.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 3539 | |
| H | 2683 | |
| g | 2683 | |
| h | 2683 | |
| e | 2190 | |
| V | 1334 | 5.6% |
| r | 1334 | 5.6% |
| y | 1334 | 5.6% |
| M | 856 | 3.6% |
| d | 856 | 3.6% |
| Other values (5) | 4247 |
Common
| Value | Count | Frequency (%) |
| 1334 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25073 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 3539 | |
| H | 2683 | |
| g | 2683 | |
| h | 2683 | |
| e | 2190 | |
| V | 1334 | 5.3% |
| r | 1334 | 5.3% |
| y | 1334 | 5.3% |
| 1334 | 5.3% | |
| M | 856 | 3.4% |
| Other values (6) | 5103 |
JobSatisfaction
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 21 |
| Missing (%) | 0.5% |
| Memory size | 34.6 KiB |
| Very High | |
|---|---|
| High | |
| Low | |
| Medium |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.7429938 |
| Min length | 3 |
Characters and Unicode
| Total characters | 25206 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medium |
|---|---|
| 2nd row | Medium |
| 3rd row | Very High |
| 4th row | Low |
| 5th row | Medium |
Common Values
| Value | Count | Frequency (%) |
| Very High | 1366 | |
| High | 1323 | |
| Low | 860 | |
| Medium | 840 | |
| (Missing) | 21 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 2689 | |
| very | 1366 | |
| low | 860 | 14.9% |
| medium | 840 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 3529 | |
| H | 2689 | |
| g | 2689 | |
| h | 2689 | |
| e | 2206 | |
| V | 1366 | 5.4% |
| r | 1366 | 5.4% |
| y | 1366 | 5.4% |
| 1366 | 5.4% | |
| L | 860 | 3.4% |
| Other values (6) | 5080 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18085 | |
| Uppercase Letter | 5755 | 22.8% |
| Space Separator | 1366 | 5.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 3529 | |
| g | 2689 | |
| h | 2689 | |
| e | 2206 | |
| r | 1366 | 7.6% |
| y | 1366 | 7.6% |
| o | 860 | 4.8% |
| w | 860 | 4.8% |
| d | 840 | 4.6% |
| u | 840 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 2689 | |
| V | 1366 | |
| L | 860 | 14.9% |
| M | 840 | 14.6% |
Space Separator
| Value | Count | Frequency (%) |
| 1366 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 23840 | |
| Common | 1366 | 5.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 3529 | |
| H | 2689 | |
| g | 2689 | |
| h | 2689 | |
| e | 2206 | |
| V | 1366 | 5.7% |
| r | 1366 | 5.7% |
| y | 1366 | 5.7% |
| L | 860 | 3.6% |
| o | 860 | 3.6% |
| Other values (5) | 4220 |
Common
| Value | Count | Frequency (%) |
| 1366 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25206 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 3529 | |
| H | 2689 | |
| g | 2689 | |
| h | 2689 | |
| e | 2206 | |
| V | 1366 | 5.4% |
| r | 1366 | 5.4% |
| y | 1366 | 5.4% |
| 1366 | 5.4% | |
| L | 860 | 3.4% |
| Other values (6) | 5080 |
WorkLifeBalance
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 39 |
| Missing (%) | 0.9% |
| Memory size | 34.6 KiB |
| Better | |
|---|---|
| Good | |
| Best | |
| Bad | 239 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1624342 |
| Min length | 3 |
Characters and Unicode
| Total characters | 22565 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Best |
|---|---|
| 2nd row | Bad |
| 3rd row | Better |
| 4th row | Better |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Better | 2660 | |
| Good | 1018 | 23.1% |
| Best | 454 | 10.3% |
| Bad | 239 | 5.4% |
| (Missing) | 39 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| better | 2660 | |
| good | 1018 | 23.3% |
| best | 454 | 10.4% |
| bad | 239 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5774 | |
| t | 5774 | |
| B | 3353 | |
| r | 2660 | |
| o | 2036 | 9.0% |
| d | 1257 | 5.6% |
| G | 1018 | 4.5% |
| s | 454 | 2.0% |
| a | 239 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18194 | |
| Uppercase Letter | 4371 | 19.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5774 | |
| t | 5774 | |
| r | 2660 | |
| o | 2036 | 11.2% |
| d | 1257 | 6.9% |
| s | 454 | 2.5% |
| a | 239 | 1.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 3353 | |
| G | 1018 | 23.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22565 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5774 | |
| t | 5774 | |
| B | 3353 | |
| r | 2660 | |
| o | 2036 | 9.0% |
| d | 1257 | 5.6% |
| G | 1018 | 4.5% |
| s | 454 | 2.0% |
| a | 239 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22565 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5774 | |
| t | 5774 | |
| B | 3353 | |
| r | 2660 | |
| o | 2036 | 9.0% |
| d | 1257 | 5.6% |
| G | 1018 | 4.5% |
| s | 454 | 2.0% |
| a | 239 | 1.1% |
MeanWorkingTime
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4409 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.700866 |
| Minimum | 5.9505042 |
|---|---|
| Maximum | 11.03096 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 5.9505042 |
|---|---|
| 5-th percentile | 6.084944 |
| Q1 | 6.6730166 |
| median | 7.4069648 |
| Q3 | 8.369604 |
| 95-th percentile | 10.508448 |
| Maximum | 11.03096 |
| Range | 5.0804562 |
| Interquartile range (IQR) | 1.6965874 |
Descriptive statistics
| Standard deviation | 1.3403609 |
|---|---|
| Coefficient of variation (CV) | 0.17405327 |
| Kurtosis | -0.19291588 |
| Mean | 7.700866 |
| Median Absolute Deviation (MAD) | 0.79166929 |
| Skewness | 0.86288962 |
| Sum | 33953.118 |
| Variance | 1.7965673 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.718968927 | 1 | < 0.1% |
| 9.495627572 | 1 | < 0.1% |
| 7.979356168 | 1 | < 0.1% |
| 7.221461925 | 1 | < 0.1% |
| 7.012908497 | 1 | < 0.1% |
| 7.702797703 | 1 | < 0.1% |
| 7.420300625 | 1 | < 0.1% |
| 7.017724271 | 1 | < 0.1% |
| 7.718641079 | 1 | < 0.1% |
| 6.81416789 | 1 | < 0.1% |
| Other values (4399) | 4399 |
| Value | Count | Frequency (%) |
| 5.950504161 | 1 | |
| 5.950861702 | 1 | |
| 5.95873538 | 1 | |
| 5.962092431 | 1 | |
| 5.966612269 | 1 | |
| 5.97202332 | 1 | |
| 5.973506039 | 1 | |
| 5.974057711 | 1 | |
| 5.975955882 | 1 | |
| 5.976122449 | 1 |
| Value | Count | Frequency (%) |
| 11.03096035 | 1 | |
| 11.02582209 | 1 | |
| 11.02140677 | 1 | |
| 11.01959447 | 1 | |
| 11.01674906 | 1 | |
| 11.01479137 | 1 | |
| 11.01432814 | 1 | |
| 11.01213557 | 1 | |
| 11.00611588 | 1 | |
| 11.00306474 | 1 |
MedianWorkingTime
Real number (ℝ)
HIGH CORRELATION
| Distinct | 4239 |
|---|---|
| Distinct (%) | 96.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.7007375 |
| Minimum | 5.9275 |
|---|---|
| Maximum | 11.051667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | 5.9275 |
|---|---|
| 5-th percentile | 6.08425 |
| Q1 | 6.6670833 |
| median | 7.4086111 |
| Q3 | 8.3652778 |
| 95-th percentile | 10.5095 |
| Maximum | 11.051667 |
| Range | 5.1241667 |
| Interquartile range (IQR) | 1.6981944 |
Descriptive statistics
| Standard deviation | 1.3404846 |
|---|---|
| Coefficient of variation (CV) | 0.17407224 |
| Kurtosis | -0.19142662 |
| Mean | 7.7007375 |
| Median Absolute Deviation (MAD) | 0.78833333 |
| Skewness | 0.86322691 |
| Sum | 33952.552 |
| Variance | 1.7968989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6.025 | 3 | 0.1% |
| 8.102777778 | 3 | 0.1% |
| 7.335 | 3 | 0.1% |
| 6.483333333 | 3 | 0.1% |
| 6.291666667 | 3 | 0.1% |
| 7.791944444 | 3 | 0.1% |
| 6.378611111 | 3 | 0.1% |
| 7.617222222 | 3 | 0.1% |
| 10.0275 | 2 | < 0.1% |
| 7.803333333 | 2 | < 0.1% |
| Other values (4229) | 4381 |
| Value | Count | Frequency (%) |
| 5.9275 | 1 | |
| 5.941388889 | 2 | |
| 5.945972222 | 1 | |
| 5.9575 | 1 | |
| 5.961666667 | 1 | |
| 5.961944444 | 2 | |
| 5.962222222 | 1 | |
| 5.962777778 | 1 | |
| 5.963333333 | 1 | |
| 5.9675 | 1 |
| Value | Count | Frequency (%) |
| 11.05166667 | 1 | |
| 11.0375 | 1 | |
| 11.03236111 | 1 | |
| 11.02888889 | 1 | |
| 11.02555556 | 1 | |
| 11.0225 | 1 | |
| 11.02027778 | 1 | |
| 11.01972222 | 1 | |
| 11.01458333 | 1 | |
| 11.0075 | 1 |
SkewWorkingTime
Real number (ℝ)
| Distinct | 4409 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00089247353 |
| Minimum | -0.54644391 |
|---|---|
| Maximum | 0.60868034 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2203 |
| Negative (%) | 50.0% |
| Memory size | 34.6 KiB |
Quantile statistics
| Minimum | -0.54644391 |
|---|---|
| 5-th percentile | -0.24771219 |
| Q1 | -0.10779425 |
| median | 0.00022831866 |
| Q3 | 0.10499743 |
| 95-th percentile | 0.25426564 |
| Maximum | 0.60868034 |
| Range | 1.1551243 |
| Interquartile range (IQR) | 0.21279168 |
Descriptive statistics
| Standard deviation | 0.15687473 |
|---|---|
| Coefficient of variation (CV) | 175.77522 |
| Kurtosis | 0.087402791 |
| Mean | 0.00089247353 |
| Median Absolute Deviation (MAD) | 0.10647865 |
| Skewness | 0.045744179 |
| Sum | 3.9349158 |
| Variance | 0.024609681 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.2031929116 | 1 | < 0.1% |
| -0.150566555 | 1 | < 0.1% |
| -0.003737323127 | 1 | < 0.1% |
| 0.06581560475 | 1 | < 0.1% |
| -0.03117207047 | 1 | < 0.1% |
| -0.0261310076 | 1 | < 0.1% |
| 0.06832029772 | 1 | < 0.1% |
| -0.02828752487 | 1 | < 0.1% |
| -0.1661350579 | 1 | < 0.1% |
| -0.1011289534 | 1 | < 0.1% |
| Other values (4399) | 4399 |
| Value | Count | Frequency (%) |
| -0.5464439106 | 1 | |
| -0.5440456339 | 1 | |
| -0.5056640131 | 1 | |
| -0.478124875 | 1 | |
| -0.4772806608 | 1 | |
| -0.4759547491 | 1 | |
| -0.4732427498 | 1 | |
| -0.4674951119 | 1 | |
| -0.4542353216 | 1 | |
| -0.4515004673 | 1 |
| Value | Count | Frequency (%) |
| 0.6086803402 | 1 | |
| 0.5939891419 | 1 | |
| 0.5389249686 | 1 | |
| 0.5292618039 | 1 | |
| 0.5275322499 | 1 | |
| 0.5084947505 | 1 | |
| 0.4948684117 | 1 | |
| 0.4905330042 | 1 | |
| 0.4887506235 | 1 | |
| 0.4869325057 | 1 |
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeID | EnvironmentSatisfaction | Gender | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MeanWorkingTime | MedianWorkingTime | MonthlyIncome | NumCompaniesWorked | PercentSalaryHike | PerformanceRating | SkewWorkingTime | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.222 | 0.076 | 0.048 | -0.005 | 0.067 | 0.060 | 0.009 | 0.068 | 0.051 | 0.080 | 0.065 | 0.078 | 0.081 | 0.155 | 0.033 | 0.033 | -0.026 | 0.353 | -0.034 | 0.033 | 0.013 | 0.054 | 0.657 | -0.044 | 0.061 | 0.252 | 0.174 | 0.195 |
| Attrition | 0.222 | 1.000 | 0.126 | 0.078 | -0.001 | 0.019 | 0.097 | -0.005 | 0.024 | 0.009 | 0.008 | 0.023 | 0.062 | 0.023 | 0.176 | 0.007 | 0.007 | -0.024 | 0.029 | 0.031 | 0.000 | -0.024 | 0.003 | -0.198 | -0.039 | 0.000 | -0.190 | -0.053 | -0.175 |
| BusinessTravel | 0.076 | 0.126 | 1.000 | 0.053 | 0.014 | 0.034 | 0.071 | -0.002 | 0.031 | 0.037 | 0.037 | 0.055 | 0.035 | 0.042 | 0.046 | 0.033 | 0.033 | -0.011 | 0.036 | -0.028 | 0.000 | -0.022 | 0.026 | 0.025 | -0.033 | 0.027 | -0.022 | -0.035 | -0.024 |
| Department | 0.048 | 0.078 | 0.053 | 1.000 | 0.023 | 0.016 | 0.590 | -0.001 | 0.053 | 0.000 | 0.048 | 0.037 | 0.038 | 0.036 | 0.047 | 0.005 | 0.005 | -0.040 | -0.020 | -0.006 | 0.000 | 0.001 | 0.034 | -0.019 | 0.017 | 0.035 | 0.008 | 0.005 | 0.012 |
| DistanceFromHome | -0.005 | -0.001 | 0.014 | 0.023 | 1.000 | 0.071 | 0.053 | -0.002 | 0.090 | 0.045 | 0.078 | 0.045 | 0.056 | 0.095 | 0.081 | 0.017 | 0.017 | -0.025 | -0.036 | 0.039 | 0.066 | 0.009 | 0.078 | -0.000 | 0.007 | 0.062 | 0.018 | 0.009 | 0.034 |
| Education | 0.067 | 0.019 | 0.034 | 0.016 | 0.071 | 1.000 | 0.051 | 0.009 | 0.007 | 0.034 | 0.060 | 0.041 | 0.065 | 0.037 | 0.006 | 0.006 | 0.006 | -0.022 | -0.035 | 0.013 | 0.056 | 0.004 | 0.036 | 0.016 | -0.022 | 0.065 | -0.023 | -0.003 | -0.021 |
| EducationField | 0.060 | 0.097 | 0.071 | 0.590 | 0.053 | 0.051 | 1.000 | -0.002 | 0.049 | 0.027 | 0.067 | 0.029 | 0.037 | 0.054 | 0.053 | 0.018 | 0.018 | 0.004 | 0.007 | -0.002 | 0.000 | 0.030 | 0.038 | 0.029 | -0.022 | 0.056 | 0.026 | 0.046 | 0.020 |
| EmployeeID | 0.009 | -0.005 | -0.002 | -0.001 | -0.002 | 0.009 | -0.002 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.007 | -0.007 | 0.006 | -0.000 | -0.003 | 1.000 | 0.008 | 1.000 | 0.005 | -0.010 | 1.000 | 0.005 | 0.007 | 0.009 |
| EnvironmentSatisfaction | 0.068 | 0.024 | 0.031 | 0.053 | 0.090 | 0.007 | 0.049 | 1.000 | 1.000 | 0.000 | 0.020 | 0.022 | 0.047 | 0.022 | 0.048 | 0.043 | 0.043 | 0.035 | -0.022 | -0.030 | 0.031 | -0.009 | 0.067 | -0.023 | 0.015 | 0.028 | 0.007 | 0.017 | 0.032 |
| Gender | 0.051 | 0.009 | 0.037 | 0.000 | 0.045 | 0.034 | 0.027 | 1.000 | 0.000 | 1.000 | 0.000 | 0.038 | 0.034 | 0.020 | 0.032 | -0.025 | -0.025 | 0.012 | -0.072 | -0.004 | 0.008 | -0.014 | 0.011 | -0.045 | -0.037 | 0.083 | -0.011 | -0.025 | -0.000 |
| JobInvolvement | 0.080 | 0.008 | 0.037 | 0.048 | 0.078 | 0.060 | 0.067 | 1.000 | 0.020 | 0.000 | 1.000 | 0.042 | 0.056 | 0.031 | 0.031 | 0.021 | 0.021 | 0.003 | -0.007 | -0.019 | 0.000 | -0.005 | 0.032 | -0.015 | -0.058 | 0.039 | -0.005 | -0.013 | -0.035 |
| JobLevel | 0.065 | 0.023 | 0.055 | 0.037 | 0.045 | 0.041 | 0.029 | 1.000 | 0.022 | 0.038 | 0.042 | 1.000 | 0.059 | 0.056 | 0.034 | 0.005 | 0.005 | 0.048 | -0.010 | 0.035 | 0.038 | 0.018 | 0.049 | -0.031 | -0.041 | 0.043 | -0.044 | -0.043 | -0.040 |
| JobRole | 0.078 | 0.062 | 0.035 | 0.038 | 0.056 | 0.065 | 0.037 | 1.000 | 0.047 | 0.034 | 0.056 | 0.059 | 1.000 | 0.059 | 0.065 | 0.037 | 0.037 | 0.002 | -0.015 | -0.011 | 0.017 | -0.007 | 0.072 | -0.022 | 0.069 | 0.052 | -0.027 | -0.046 | 0.006 |
| JobSatisfaction | 0.081 | 0.023 | 0.042 | 0.036 | 0.095 | 0.037 | 0.054 | 1.000 | 0.022 | 0.020 | 0.031 | 0.056 | 0.059 | 1.000 | 0.044 | 0.040 | 0.040 | 0.022 | -0.031 | 0.016 | 0.056 | -0.008 | 0.032 | -0.073 | 0.028 | 0.026 | -0.050 | -0.039 | -0.026 |
| MaritalStatus | 0.155 | 0.176 | 0.046 | 0.047 | 0.081 | 0.006 | 0.053 | 1.000 | 0.048 | 0.032 | 0.031 | 0.034 | 0.065 | 0.044 | 1.000 | 0.027 | 0.027 | -0.063 | -0.055 | 0.005 | 0.039 | -0.013 | 0.025 | -0.093 | 0.011 | 0.055 | -0.071 | -0.018 | -0.047 |
| MeanWorkingTime | 0.033 | 0.007 | 0.033 | 0.005 | 0.017 | 0.006 | 0.018 | -0.007 | 0.043 | -0.025 | 0.021 | 0.005 | 0.037 | 0.040 | 0.027 | 1.000 | 1.000 | 0.019 | 0.004 | -0.011 | 0.109 | 0.005 | 0.064 | 0.016 | 0.013 | 0.065 | 0.022 | 0.022 | 0.001 |
| MedianWorkingTime | 0.033 | 0.007 | 0.033 | 0.005 | 0.017 | 0.006 | 0.018 | -0.007 | 0.043 | -0.025 | 0.021 | 0.005 | 0.037 | 0.040 | 0.027 | 1.000 | 1.000 | 0.019 | 0.004 | -0.011 | 0.109 | -0.004 | 0.071 | 0.016 | 0.013 | 0.065 | 0.022 | 0.022 | 0.001 |
| MonthlyIncome | -0.026 | -0.024 | -0.011 | -0.040 | -0.025 | -0.022 | 0.004 | 0.006 | 0.035 | 0.012 | 0.003 | 0.048 | 0.002 | 0.022 | -0.063 | 0.019 | 0.019 | 1.000 | -0.042 | 0.013 | 0.040 | 0.016 | 0.059 | -0.019 | 0.016 | 0.066 | 0.029 | 0.060 | 0.026 |
| NumCompaniesWorked | 0.353 | 0.029 | 0.036 | -0.020 | -0.036 | -0.035 | 0.007 | -0.000 | -0.022 | -0.072 | -0.007 | -0.010 | -0.015 | -0.031 | -0.055 | 0.004 | 0.004 | -0.042 | 1.000 | 0.015 | 0.030 | -0.016 | 0.070 | 0.317 | -0.013 | 0.061 | -0.170 | -0.067 | -0.143 |
| PercentSalaryHike | -0.034 | 0.031 | -0.028 | -0.006 | 0.039 | 0.013 | -0.002 | -0.003 | -0.030 | -0.004 | -0.019 | 0.035 | -0.011 | 0.016 | 0.005 | -0.011 | -0.011 | 0.013 | 0.015 | 1.000 | 0.065 | 0.017 | 0.067 | -0.036 | -0.036 | 0.092 | -0.042 | -0.038 | -0.047 |
| PerformanceRating | 0.033 | 0.000 | 0.000 | 0.000 | 0.066 | 0.056 | 0.000 | 1.000 | 0.031 | 0.008 | 0.000 | 0.038 | 0.017 | 0.056 | 0.039 | 0.109 | 0.109 | 0.040 | 0.030 | 0.065 | 1.000 | -0.002 | 0.062 | 0.010 | 0.022 | 0.051 | -0.008 | -0.031 | 0.007 |
| SkewWorkingTime | 0.013 | -0.024 | -0.022 | 0.001 | 0.009 | 0.004 | 0.030 | 0.008 | -0.009 | -0.014 | -0.005 | 0.018 | -0.007 | -0.008 | -0.013 | 0.005 | -0.004 | 0.016 | -0.016 | 0.017 | -0.002 | 1.000 | 0.000 | 0.013 | -0.019 | 0.030 | 0.015 | 0.015 | -0.004 |
| StockOptionLevel | 0.054 | 0.003 | 0.026 | 0.034 | 0.078 | 0.036 | 0.038 | 1.000 | 0.067 | 0.011 | 0.032 | 0.049 | 0.072 | 0.032 | 0.025 | 0.064 | 0.071 | 0.059 | 0.070 | 0.067 | 0.062 | 0.000 | 1.000 | 0.014 | -0.067 | 0.035 | -0.001 | 0.004 | 0.000 |
| TotalWorkingYears | 0.657 | -0.198 | 0.025 | -0.019 | -0.000 | 0.016 | 0.029 | 0.005 | -0.023 | -0.045 | -0.015 | -0.031 | -0.022 | -0.073 | -0.093 | 0.016 | 0.016 | -0.019 | 0.317 | -0.036 | 0.010 | 0.013 | 0.014 | 1.000 | -0.041 | 0.079 | 0.594 | 0.335 | 0.495 |
| TrainingTimesLastYear | -0.044 | -0.039 | -0.033 | 0.017 | 0.007 | -0.022 | -0.022 | -0.010 | 0.015 | -0.037 | -0.058 | -0.041 | 0.069 | 0.028 | 0.011 | 0.013 | 0.013 | 0.016 | -0.013 | -0.036 | 0.022 | -0.019 | -0.067 | -0.041 | 1.000 | 0.049 | -0.014 | 0.001 | -0.015 |
| WorkLifeBalance | 0.061 | 0.000 | 0.027 | 0.035 | 0.062 | 0.065 | 0.056 | 1.000 | 0.028 | 0.083 | 0.039 | 0.043 | 0.052 | 0.026 | 0.055 | 0.065 | 0.065 | 0.066 | 0.061 | 0.092 | 0.051 | 0.030 | 0.035 | 0.079 | 0.049 | 1.000 | -0.009 | -0.018 | -0.002 |
| YearsAtCompany | 0.252 | -0.190 | -0.022 | 0.008 | 0.018 | -0.023 | 0.026 | 0.005 | 0.007 | -0.011 | -0.005 | -0.044 | -0.027 | -0.050 | -0.071 | 0.022 | 0.022 | 0.029 | -0.170 | -0.042 | -0.008 | 0.015 | -0.001 | 0.594 | -0.014 | -0.009 | 1.000 | 0.520 | 0.843 |
| YearsSinceLastPromotion | 0.174 | -0.053 | -0.035 | 0.005 | 0.009 | -0.003 | 0.046 | 0.007 | 0.017 | -0.025 | -0.013 | -0.043 | -0.046 | -0.039 | -0.018 | 0.022 | 0.022 | 0.060 | -0.067 | -0.038 | -0.031 | 0.015 | 0.004 | 0.335 | 0.001 | -0.018 | 0.520 | 1.000 | 0.467 |
| YearsWithCurrManager | 0.195 | -0.175 | -0.024 | 0.012 | 0.034 | -0.021 | 0.020 | 0.009 | 0.032 | -0.000 | -0.035 | -0.040 | 0.006 | -0.026 | -0.047 | 0.001 | 0.001 | 0.026 | -0.143 | -0.047 | 0.007 | -0.004 | 0.000 | 0.495 | -0.015 | -0.002 | 0.843 | 0.467 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeID | Gender | JobLevel | JobRole | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | PercentSalaryHike | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | JobInvolvement | PerformanceRating | EnvironmentSatisfaction | JobSatisfaction | WorkLifeBalance | MeanWorkingTime | MedianWorkingTime | SkewWorkingTime | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 51 | No | Travel_Rarely | Sales | 6 | College | Life Sciences | 1 | 1 | Female | 1 | Healthcare Representative | Married | 131160 | 1.0 | Y | 11 | 8 | 0 | 1.0 | 6 | 1 | 0 | 0 | Medium | Very High | High | Medium | Best | 7.718969 | 7.718750 | -0.203193 |
| 1 | 31 | Yes | Travel_Frequently | Research & Development | 10 | Below College | Life Sciences | 1 | 2 | Female | 1 | Research Scientist | Single | 41890 | 0.0 | Y | 23 | 8 | 1 | 6.0 | 3 | 5 | 1 | 4 | High | High | Medium | Medium | Bad | 7.013240 | 6.982639 | 0.266339 |
| 2 | 32 | No | Travel_Frequently | Research & Development | 17 | Master | Other | 1 | 3 | Male | 4 | Sales Executive | Married | 193280 | 1.0 | Y | 15 | 8 | 3 | 5.0 | 2 | 5 | 0 | 3 | Medium | High | Very High | Very High | Better | 7.193678 | 7.179722 | -0.053970 |
| 3 | 38 | No | Non-Travel | Research & Development | 2 | Doctor | Life Sciences | 1 | 4 | Male | 3 | Human Resources | Married | 83210 | 3.0 | Y | 11 | 8 | 3 | 13.0 | 5 | 8 | 7 | 5 | High | High | Very High | Low | Better | 8.006175 | 7.963611 | 0.314917 |
| 4 | 32 | No | Travel_Rarely | Research & Development | 10 | Below College | Medical | 1 | 5 | Male | 1 | Sales Executive | Single | 23420 | 4.0 | Y | 12 | 8 | 2 | 9.0 | 2 | 6 | 0 | 4 | High | High | High | Medium | Good | 10.796096 | 10.809444 | -0.147863 |
| 5 | 46 | No | Travel_Rarely | Research & Development | 8 | Bachelor | Life Sciences | 1 | 6 | Female | 4 | Research Director | Married | 40710 | 3.0 | Y | 13 | 8 | 0 | 28.0 | 5 | 7 | 7 | 7 | High | Very High | Low | High | Bad | 6.923570 | 6.908750 | 0.211856 |
| 6 | 28 | Yes | Travel_Rarely | Research & Development | 11 | College | Medical | 1 | 7 | Male | 2 | Sales Executive | Single | 58130 | 2.0 | Y | 20 | 8 | 1 | 5.0 | 2 | 0 | 0 | 0 | High | Very High | Low | Medium | Better | 6.725621 | 6.746111 | -0.205041 |
| 7 | 29 | No | Travel_Rarely | Research & Development | 18 | Bachelor | Life Sciences | 1 | 8 | Male | 2 | Sales Executive | Married | 31430 | 2.0 | Y | 22 | 8 | 3 | 10.0 | 2 | 0 | 0 | 0 | High | Very High | Medium | Very High | Better | 7.236499 | 7.258333 | -0.302453 |
| 8 | 31 | No | Travel_Rarely | Research & Development | 1 | Bachelor | Life Sciences | 1 | 9 | Male | 3 | Laboratory Technician | Married | 20440 | 0.0 | Y | 21 | 8 | 0 | 10.0 | 2 | 9 | 7 | 8 | High | High | Medium | Low | Better | 7.080088 | 7.063611 | 0.136534 |
| 9 | 25 | No | Non-Travel | Research & Development | 7 | Master | Medical | 1 | 10 | Female | 4 | Laboratory Technician | Divorced | 134640 | 1.0 | Y | 13 | 8 | 1 | 6.0 | 2 | 6 | 1 | 5 | Medium | High | High | Very High | Better | 8.403485 | 8.416944 | -0.039361 |
| Age | Attrition | BusinessTravel | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeID | Gender | JobLevel | JobRole | MaritalStatus | MonthlyIncome | NumCompaniesWorked | Over18 | PercentSalaryHike | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | YearsAtCompany | YearsSinceLastPromotion | YearsWithCurrManager | JobInvolvement | PerformanceRating | EnvironmentSatisfaction | JobSatisfaction | WorkLifeBalance | MeanWorkingTime | MedianWorkingTime | SkewWorkingTime | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4400 | 37 | No | Travel_Rarely | Research & Development | 22 | Doctor | Medical | 1 | 4401 | Female | 2 | Manufacturing Director | Married | 30550 | 2.0 | Y | 14 | 8 | 3 | 17.0 | 3 | 3 | 0 | 2 | Medium | High | Low | High | Better | 7.992223 | 8.000972 | -0.056212 |
| 4401 | 45 | No | Travel_Frequently | Sales | 21 | Below College | Marketing | 1 | 4402 | Male | 3 | Research Scientist | Married | 22890 | 4.0 | Y | 13 | 8 | 0 | 9.0 | 3 | 3 | 0 | 2 | High | High | Low | High | Better | 7.111667 | 7.101250 | 0.232590 |
| 4402 | 37 | Yes | Travel_Frequently | Sales | 2 | Bachelor | Marketing | 1 | 4403 | Male | 1 | Laboratory Technician | Divorced | 40010 | 6.0 | Y | 11 | 8 | 1 | 17.0 | 2 | 1 | 0 | 0 | High | High | High | High | Better | 7.392470 | 7.396389 | 0.134156 |
| 4403 | 39 | No | Travel_Frequently | Research & Development | 22 | Bachelor | Medical | 1 | 4404 | Female | 1 | Manufacturing Director | Single | 129650 | 0.0 | Y | 19 | 8 | 1 | 20.0 | 2 | 19 | 11 | 8 | Medium | High | High | Very High | Better | 7.292814 | 7.262778 | 0.177483 |
| 4404 | 29 | No | Travel_Rarely | Sales | 4 | Bachelor | Other | 1 | 4405 | Female | 2 | Human Resources | Single | 35390 | 1.0 | Y | 18 | 8 | 0 | 6.0 | 2 | 6 | 1 | 5 | High | High | Very High | Low | Better | 8.522277 | 8.502500 | 0.185397 |
| 4405 | 42 | No | Travel_Rarely | Research & Development | 5 | Master | Medical | 1 | 4406 | Female | 1 | Research Scientist | Single | 60290 | 3.0 | Y | 17 | 8 | 1 | 10.0 | 5 | 3 | 0 | 2 | Medium | High | Very High | Very High | Better | 6.092954 | 6.091667 | -0.241871 |
| 4406 | 29 | No | Travel_Rarely | Research & Development | 2 | Master | Medical | 1 | 4407 | Male | 1 | Laboratory Technician | Divorced | 26790 | 2.0 | Y | 15 | 8 | 0 | 10.0 | 2 | 3 | 0 | 2 | High | Very High | Low | High | Better | 7.706632 | 7.705833 | -0.061482 |
| 4407 | 25 | No | Travel_Rarely | Research & Development | 25 | College | Life Sciences | 1 | 4408 | Male | 2 | Sales Executive | Married | 37020 | 0.0 | Y | 20 | 8 | 0 | 5.0 | 4 | 4 | 1 | 2 | Medium | High | Very High | Low | Better | 9.492595 | 9.485000 | 0.050866 |
| 4408 | 42 | No | Travel_Rarely | Sales | 18 | College | Medical | 1 | 4409 | Male | 1 | Laboratory Technician | Divorced | 23980 | 0.0 | Y | 14 | 8 | 1 | 10.0 | 2 | 9 | 7 | 8 | Very High | High | Low | High | NaN | 6.988948 | 6.991389 | 0.007599 |
| 4409 | 40 | No | Travel_Rarely | Research & Development | 28 | Bachelor | Medical | 1 | 4410 | Male | 2 | Laboratory Technician | Divorced | 54680 | 0.0 | Y | 12 | 8 | 0 | NaN | 6 | 21 | 3 | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |